{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DPU example: Yolo_v3\n",
    "\n",
    "This notebooks shows how to run a YOLO network based application for object detection. The application, as well as the DPU IP, is pulled from the official [Vitis AI Github Repository](https://github.com/Xilinx/Vitis-AI).\n",
    "For more information, please refer to the [Xilinx Vitis AI page](https://www.xilinx.com/products/design-tools/vitis/vitis-ai.html).\n",
    "\n",
    "In this notebook we will be using the DNNDK **Python API** to run the DPU tasks.\n",
    "\n",
    "## 1. Prepare the overlay\n",
    "We will download the overlay onto the board. Then we will load the \n",
    "corresponding DPU model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "try {\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%swig/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n",
       "} catch (e) {};\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pynq_dpu import DpuOverlay\n",
    "overlay = DpuOverlay(\"dpu.bit\")\n",
    "overlay.load_model(\"dpu_tf_yolov3.elf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Constants and helper functions \n",
    "\n",
    "You can view all of the helper functions in [DNNDK yolo example](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/tf_yolov3_voc.py). \n",
    "The helper functions released along with Vitis AI cover pre-processing of \n",
    "the images, so they can be normalized and resized to be compatible with \n",
    "the DPU model. These functions are included in our `pynq_dpu` package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import random\n",
    "import cv2\n",
    "import colorsys\n",
    "from PIL import Image\n",
    "from matplotlib.patches import Rectangle\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from pynq_dpu.edge.dnndk.tf_yolov3_voc_py.tf_yolov3_voc import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Constants\n",
    "\n",
    "Yolo V2 and V3 predict offsets from a predetermined set of boxes with \n",
    "particular height-width ratios; those predetermined set of boxes are the \n",
    "anchor boxes. We will use the predefined [anchors](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/model_data/yolo_anchors.txt)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "anchor_list = [10,13,16,30,33,23,30,61,62,45,59,119,116,90,156,198,373,326]\n",
    "anchor_float = [float(x) for x in anchor_list]\n",
    "anchors = np.array(anchor_float).reshape(-1, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use the `get_class()` function in `tf_yolov3_voc` module to\n",
    "get class names from predefined [class names](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/image/voc_classes.txt)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes_path = \"img/voc_classes.txt\"\n",
    "class_names = get_class(classes_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depending on the number of classes, we will define a unique color for each\n",
    "class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_classes = len(class_names)\n",
    "hsv_tuples = [(1.0 * x / num_classes, 1., 1.) for x in range(num_classes)]\n",
    "colors = list(map(lambda x: colorsys.hsv_to_rgb(*x), hsv_tuples))\n",
    "colors = list(map(lambda x: \n",
    "                  (int(x[0] * 255), int(x[1] * 255), int(x[2] * 255)), \n",
    "                  colors))\n",
    "random.seed(0)\n",
    "random.shuffle(colors)\n",
    "random.seed(None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can define some DPU-related parameters, such as DPU kernel name and\n",
    "input/output node names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "KERNEL_CONV=\"tf_yolov3\"\n",
    "CONV_INPUT_NODE=\"conv2d_1_convolution\"\n",
    "CONV_OUTPUT_NODE1=\"conv2d_59_convolution\"\n",
    "CONV_OUTPUT_NODE2=\"conv2d_67_convolution\"\n",
    "CONV_OUTPUT_NODE3=\"conv2d_75_convolution\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drawing bounding boxes\n",
    "We now define a custom function that draws the bounding boxes around \n",
    "the identified objects after we have the classification results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_boxes(image, boxes, scores, classes):\n",
    "    _, ax = plt.subplots(1)\n",
    "    ax.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
    "    image_h, image_w, _ = image.shape\n",
    "\n",
    "    for i, bbox in enumerate(boxes):\n",
    "        [top, left, bottom, right] = bbox\n",
    "        width, height = right - left, bottom - top\n",
    "        center_x, center_y = left + width*0.5, top + height*0.5\n",
    "        score, class_index = scores[i], classes[i]\n",
    "        label = '{}: {:.4f}'.format(class_names[class_index], score) \n",
    "        color = tuple([color/255 for color in colors[class_index]])\n",
    "        ax.add_patch(Rectangle((left, top), width, height,\n",
    "                               edgecolor=color, facecolor='none'))\n",
    "        ax.annotate(label, (center_x, center_y), color=color, weight='bold', \n",
    "                    fontsize=12, ha='center', va='center')\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicting classes\n",
    "We need to define a function that evaluates the scores and makes predictions\n",
    "based on the provided class names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(yolo_outputs, image_shape, class_names, anchors):\n",
    "    score_thresh = 0.2\n",
    "    anchor_mask = [[6, 7, 8], [3, 4, 5], [0, 1, 2]]\n",
    "    boxes = []\n",
    "    box_scores = []\n",
    "    input_shape = np.shape(yolo_outputs[0])[1 : 3]\n",
    "    input_shape = np.array(input_shape)*32\n",
    "\n",
    "    for i in range(len(yolo_outputs)):\n",
    "        _boxes, _box_scores = boxes_and_scores(\n",
    "            yolo_outputs[i], anchors[anchor_mask[i]], len(class_names), \n",
    "            input_shape, image_shape)\n",
    "        boxes.append(_boxes)\n",
    "        box_scores.append(_box_scores)\n",
    "    boxes = np.concatenate(boxes, axis = 0)\n",
    "    box_scores = np.concatenate(box_scores, axis = 0)\n",
    "\n",
    "    mask = box_scores >= score_thresh\n",
    "    boxes_ = []\n",
    "    scores_ = []\n",
    "    classes_ = []\n",
    "    for c in range(len(class_names)):\n",
    "        class_boxes_np = boxes[mask[:, c]]\n",
    "        class_box_scores_np = box_scores[:, c]\n",
    "        class_box_scores_np = class_box_scores_np[mask[:, c]]\n",
    "        nms_index_np = nms_boxes(class_boxes_np, class_box_scores_np) \n",
    "        class_boxes_np = class_boxes_np[nms_index_np]\n",
    "        class_box_scores_np = class_box_scores_np[nms_index_np]\n",
    "        classes_np = np.ones_like(class_box_scores_np, dtype = np.int32) * c\n",
    "        boxes_.append(class_boxes_np)\n",
    "        scores_.append(class_box_scores_np)\n",
    "        classes_.append(classes_np)\n",
    "    boxes_ = np.concatenate(boxes_, axis = 0)\n",
    "    scores_ = np.concatenate(scores_, axis = 0)\n",
    "    classes_ = np.concatenate(classes_, axis = 0)\n",
    "\n",
    "    return boxes_, scores_, classes_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Original picture\n",
    "Let's also have a look at the original picture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95593240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_path = \"img/irishterrier-696543.JPEG\"\n",
    "image = cv2.imread(image_path)\n",
    "_, ax = plt.subplots(1)\n",
    "_ = ax.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following cell will normalize the input picture size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_size = image.shape[:2]\n",
    "image_data = np.array(pre_process(image, (416, 416)), dtype=np.float32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Run application\n",
    "\n",
    "We create DPU kernel and task."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "n2cube.dpuOpen()\n",
    "kernel = n2cube.dpuLoadKernel(KERNEL_CONV)\n",
    "task = n2cube.dpuCreateTask(kernel, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we execute the DPU task to classify an input picture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_len = n2cube.dpuGetInputTensorSize(task, CONV_INPUT_NODE)\n",
    "n2cube.dpuSetInputTensorInHWCFP32(\n",
    "    task, CONV_INPUT_NODE, image_data, input_len)\n",
    "\n",
    "n2cube.dpuRunTask(task)\n",
    "\n",
    "conv_sbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE1)\n",
    "conv_out1 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE1, \n",
    "                                               conv_sbbox_size)\n",
    "conv_out1 = np.reshape(conv_out1, (1, 13, 13, 75))\n",
    "\n",
    "conv_mbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE2)\n",
    "conv_out2 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE2, \n",
    "                                               conv_mbbox_size)\n",
    "conv_out2 = np.reshape(conv_out2, (1, 26, 26, 75))\n",
    "\n",
    "conv_lbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE3)\n",
    "conv_out3 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE3, \n",
    "                                               conv_lbbox_size)\n",
    "conv_out3 = np.reshape(conv_out3, (1, 52, 52, 75))\n",
    "\n",
    "yolo_outputs = [conv_out1, conv_out2, conv_out3]    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can call the `evaluate()` function defined previously now. Depending on\n",
    "how many objects can be identified in the picture, the function returns\n",
    "a list of bounding box coordinates, a list of probability scores, and a list\n",
    "of class indexes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "boxes, scores, classes = evaluate(yolo_outputs, image_size, \n",
    "                                  class_names, anchors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we have all the bounding boxes, classes, and scores, we can feed them to\n",
    "the `draw_boxes()` function to draw the bounding boxes over each recognized object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f686428d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = draw_boxes(image, boxes, scores, classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above cell probably only shows 1 class. Keep in mind that the model\n",
    "is able to identify multiple projects in the given picture.\n",
    "You can try a different picture by specifying a new `image_path`. \n",
    "\n",
    "Remember to clean up when you are done."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n2cube.dpuDestroyTask(task)\n",
    "n2cube.dpuDestroyKernel(kernel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C) 2020 Xilinx, Inc."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
